# Attribution Sensitivity Analysis on ImgNet 2012 (val) Source: [Attribution Sensitivity Analysis on ImgNet 2012 (val)]() Collection index: [llms.txt]() Data updated: 2026-06-05T08:04:03.731Z Evaluation of model attribution methods on the validation split of the ImgNet 2012 dataset, specifically measuring performance using the Sensitivity score metric. A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage. | Scope | Recorded value | | --- | --- | | Task | Attribution Sensitivity Analysis | | Dataset (including any stated split) | ImgNet 2012 (val) | | Metric | Sensitivity Score | | Unit | SCALAR | | Direction | Higher is better | | Results loaded | 29 of 29 | | Coverage | All results currently returned for this benchmark | Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol. ## Metrics - [Sensitivity Score](): Higher is better; unit: SCALAR. ## Recorded results | Method | Sensitivity Score | Result date | Report paper | | --- | --- | --- | --- | | Grad-CAM FFT | 61.329 | Not recorded | 68fa77b91e209131cea74fa7 | | Grad-CAM FFT | 8.822 | Not recorded | 68fa77b91e209131cea74fa7 | | Grad-CAM Spatial | 1.308 | Not recorded | 68fa77b91e209131cea74fa7 | | Input-Grad Spatial | 1.259 | Not recorded | 68fa77b91e209131cea74fa7 | | Input-Grad Spatial | 1.25 | Not recorded | 68fa77b91e209131cea74fa7 | | IG Spatial | 1.232 | Not recorded | 68fa77b91e209131cea74fa7 | | IG Spatial | 0.907 | Not recorded | 68fa77b91e209131cea74fa7 | | Input-Grad FFT | 0.842 | Not recorded | 68fa77b91e209131cea74fa7 | | Grad-CAM Spatial | 0.825 | Not recorded | 68fa77b91e209131cea74fa7 | | Smooth-Grad Spatial | 0.723 | Not recorded | 68fa77b91e209131cea74fa7 | | Input-Grad FFT | 0.691 | Not recorded | 68fa77b91e209131cea74fa7 | | IG FFT | 0.666 | Not recorded | 68fa77b91e209131cea74fa7 | | IG IFFT | 0.666 | Not recorded | 68fa77b91e209131cea74fa7 | | IG FFT | 0.608 | Not recorded | 68fa77b91e209131cea74fa7 | | IG IFFT | 0.608 | Not recorded | 68fa77b91e209131cea74fa7 | | Input-Grad IFFT | 0.479 | Not recorded | 68fa77b91e209131cea74fa7 | | Smooth-Grad Spatial | 0.457 | Not recorded | 68fa77b91e209131cea74fa7 | | Smooth-Grad FFT | 0.415 | Not recorded | 68fa77b91e209131cea74fa7 | | Grad-CAM IFFT | 0.332 | Not recorded | 68fa77b91e209131cea74fa7 | | Input-Grad IFFT | 0.322 | Not recorded | 68fa77b91e209131cea74fa7 | | Smooth-Grad FFT | 0.316 | Not recorded | 68fa77b91e209131cea74fa7 | | Full-Grad Spatial | 0.257 | Not recorded | 68fa77b91e209131cea74fa7 | | Grad-CAM IFFT | 0.254 | Not recorded | 68fa77b91e209131cea74fa7 | | Full-Grad FFT | 0.186 | Not recorded | 68fa77b91e209131cea74fa7 | | Full-Grad IFFT | 0.186 | Not recorded | 68fa77b91e209131cea74fa7 | | FFC | 0.122036 | Not recorded | 68fa77b91e209131cea74fa7 | | FFC | 0.08521 | Not recorded | 68fa77b91e209131cea74fa7 | | Smooth-Grad IFFT | 0.070578 | Not recorded | 68fa77b91e209131cea74fa7 | | Smooth-Grad IFFT | 0.054898 | Not recorded | 68fa77b91e209131cea74fa7 | ### Grad-CAM FFT Sensitivity Score: 61.329. Result ID: 6a2282f1fbc373592c205cdf. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT\_B/32"}. This record does not assert independent reproduction. ### Grad-CAM FFT Sensitivity Score: 8.822. Result ID: 6a2282f1fbc373592c205cec. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Grad-CAM Spatial Sensitivity Score: 1.308. Result ID: 6a2282f1fbc373592c205cde. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT\_B/32"}. This record does not assert independent reproduction. ### Input-Grad Spatial Sensitivity Score: 1.259. Result ID: 6a2282f1fbc373592c205ce1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT\_B/32"}. This record does not assert independent reproduction. ### Input-Grad Spatial Sensitivity Score: 1.25. Result ID: 6a2282f1fbc373592c205cee. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### IG Spatial Sensitivity Score: 1.232. Result ID: 6a2282f1fbc373592c205ce8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### IG Spatial Sensitivity Score: 0.907. Result ID: 6a2282f1fbc373592c205cdb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT\_B/32"}. This record does not assert independent reproduction. ### Input-Grad FFT Sensitivity Score: 0.842. Result ID: 6a2282f1fbc373592c205ce2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT\_B/32"}. This record does not assert independent reproduction. ### Grad-CAM Spatial Sensitivity Score: 0.825. Result ID: 6a2282f1fbc373592c205ceb. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Smooth-Grad Spatial Sensitivity Score: 0.723. Result ID: 6a2282f1fbc373592c205cf4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Input-Grad FFT Sensitivity Score: 0.691. Result ID: 6a2282f1fbc373592c205cef. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### IG FFT Sensitivity Score: 0.666. Result ID: 6a2282f1fbc373592c205ce9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### IG IFFT Sensitivity Score: 0.666. Result ID: 6a2282f1fbc373592c205cea. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### IG FFT Sensitivity Score: 0.608. Result ID: 6a2282f1fbc373592c205cdc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT\_B/32"}. This record does not assert independent reproduction. ### IG IFFT Sensitivity Score: 0.608. Result ID: 6a2282f1fbc373592c205cdd. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT\_B/32"}. This record does not assert independent reproduction. ### Input-Grad IFFT Sensitivity Score: 0.479. Result ID: 6a2282f1fbc373592c205cf0. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Smooth-Grad Spatial Sensitivity Score: 0.457. Result ID: 6a2282f1fbc373592c205ce4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT\_B/32"}. This record does not assert independent reproduction. ### Smooth-Grad FFT Sensitivity Score: 0.415. Result ID: 6a2282f1fbc373592c205cf5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Grad-CAM IFFT Sensitivity Score: 0.332. Result ID: 6a2282f1fbc373592c205ced. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Input-Grad IFFT Sensitivity Score: 0.322. Result ID: 6a2282f1fbc373592c205ce3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT\_B/32"}. This record does not assert independent reproduction. ### Smooth-Grad FFT Sensitivity Score: 0.316. Result ID: 6a2282f1fbc373592c205ce5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT\_B/32"}. This record does not assert independent reproduction. ### Full-Grad Spatial Sensitivity Score: 0.257. Result ID: 6a2282f1fbc373592c205cf1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Grad-CAM IFFT Sensitivity Score: 0.254. Result ID: 6a2282f1fbc373592c205ce0. [Reporting paper]() [Method origin paper]() [Implementation]() Recorded evaluation configuration: {"Backbone":"ViT\_B/32"}. This record does not assert independent reproduction. ### Full-Grad FFT Sensitivity Score: 0.186. Result ID: 6a2282f1fbc373592c205cf2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Full-Grad IFFT Sensitivity Score: 0.186. Result ID: 6a2282f1fbc373592c205cf3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### FFC Sensitivity Score: 0.122036. Result ID: 6a2282f1fbc373592c205ce7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### FFC Sensitivity Score: 0.08521. Result ID: 6a2282f1fbc373592c205cda. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT\_B/32"}. This record does not assert independent reproduction. ### Smooth-Grad IFFT Sensitivity Score: 0.070578. Result ID: 6a2282f1fbc373592c205cf6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ResNet50"}. This record does not assert independent reproduction. ### Smooth-Grad IFFT Sensitivity Score: 0.054898. Result ID: 6a2282f1fbc373592c205ce6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Backbone":"ViT\_B/32"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.